• 제목/요약/키워드: Assessment of Accuracy

검색결과 1,634건 처리시간 0.029초

적응형 뉴로-퍼지(ANFIS)를 이용한 도시철도 시스템 위험도 평가 연구 (A Study on the Risk Assessment for Urban Railway Systems Using an Adaptive Neuro-Fuzzy Inference System(ANFIS))

  • 탁길훈;구정서
    • 한국안전학회지
    • /
    • 제37권1호
    • /
    • pp.78-87
    • /
    • 2022
  • In the risk assessment of urban railway systems, a hazard log is created by identifying hazards from accident and failure data. Then, based on a risk matrix, evaluators analyze the frequency and severity of the occurrence of the hazards, conduct the risk assessment, and then establish safety measures for the risk factors prior to risk control. However, because subjective judgments based on the evaluators' experiences affect the risk assessment results, a more objective and automated risk assessment system must be established. In this study, we propose a risk assessment model in which an adaptive neuro-fuzzy inference system (ANFIS), which is combined in artificial neural networks (ANN) and fuzzy inference system (FIS), is applied to the risk assessment of urban railway systems. The newly proposed model is more objective and automated, alleviating the limitations of risk assessments that use a risk matrix. In addition, the reliability of the model was verified by comparing the risk assessment results and risk control priorities between the newly proposed ANFIS-based risk assessment model and the risk assessment using a risk matrix. Results of the comparison indicate that a high level of accuracy was demonstrated in the risk assessment results of the proposed model, and uncertainty and subjectivity were mitigated in the risk control priority.

기술제안서의 개발조직 부문에 관한 정량적 평가 (A Quantitative Evaluation on Developmental Organization of Technical Proposals)

  • 추경균;권영갑;류성열
    • 한국IT서비스학회지
    • /
    • 제3권1호
    • /
    • pp.21-41
    • /
    • 2004
  • The technical proposal suggested and published by MIC(Ministry of Information and Communication, henceforth MIC) contains too general assessment elements, which causes qualitative and subjective assessment of technical proposals. Thus, in terms of the technical proposal assessment. It lacks In fairness, validity and accuracy. Furthermore, it has a great deal of difficulty in assessment caused by the inconsistency between proposal planning and assessment methods. Also, each company has different writing format, so it is impossible to make use of its maneuvering data for the assessment. To overcome these weaknesses, our research focused on a quantitative evaluation on development organization, which is a part of organizational and administrative part of the technical proposal suggested and published by MIC. In this research, we divided development organization for the technical proposal into organization, teams, and team members, and then studied addition, deletion and merging for the assessment criteria. For the related study, we chose especially CMM(Capability Maturity Model) from a lot of international and national references, which is a model measuring the maturity of organization, and then we focused on Small-CMM which is available in the small-sized organization. We also suggested input form, description method, assessment elements for the quantitative assessment in the chosen developmental organization, and finally we proposed standard referencing criteria for the assessment. Our study concludes that our assessment method are valid and available in comparison with the previous Delphi method through a validity evaluation test.

국내 친환경건축물 인증제도의 개선방향에 관한 연구;국내.외 친환경건축물 인증제도의 비교분석을 중심으로 (A Study on the Improvement of Green Building Certification System;Focused on the contrastive analysis of domestic and foreign system)

  • 전상현;오세규
    • 한국주거학회:학술대회논문집
    • /
    • 한국주거학회 2006년도 추계학술발표대회 논문집
    • /
    • pp.382-385
    • /
    • 2006
  • After incoming the notion of eco-friendly building, many organizations developed green building assessment programs and in the late of 2001, those programs were unified to one program, 'Green Building Certification(GBC)'. Many problems, however, arose after unification of programs and now the study to solve those problems is impending. The purpose of this study is to make suggestions to solve problems of GBC through analyzing characteristics of several abroad and well developed programs. The key points of the analysis were 1) characteristics of assessment organizations, 2) structures of programs, and 3) characteristics of assessment methods and systems. The results of the study showed that GBC didn't have any positive connections with the academia, the developer and the consumer, and did have lack of assessment efficiency and accuracy.

  • PDF

수치지도의 정확도 검정에 관한 연구 (A Study on the Accuracy Assessment of Digital Map)

  • 김병국;최정민;김은모
    • 한국측량학회지
    • /
    • 제16권2호
    • /
    • pp.319-326
    • /
    • 1998
  • 본 연구에서는 막대한 비용과 노력을 들여서 제작된 수치지도의 위치정확도를 실험적으로 판단하고자 하였다. 수치지도의 위치정확도 평가를 위해서 GPS와 Total Station을 이용한 현지측량을 실시하였으며, 현지측량의 성과와 수치지도를 비교함으로써 1:5,000 수치지도의 위치정확도를 판단해 보았다. 그리고, 1:5,000 수치지도의 이론적인 기대정확도와 현지 측량성과를 비교하여 향후 수치지도의 위치정확도 평가방법 및 개선을 위한 연구방향을 고찰해 보았다.

  • PDF

A complete integrity assessment of welded connections under high and low cycle fatigue followed by fracture failure

  • Feng, Liuyang;Liu, Tianyao;Qian, Xudong;Chen, Cheng
    • Steel and Composite Structures
    • /
    • 제43권4호
    • /
    • pp.465-481
    • /
    • 2022
  • This paper presents a comprehensive integrity assessment of welded structural components, including uniform high- and low-cycle fatigue assessment of welded plate joints and fatigue-induced fracture assessment of welded plate joints. This study reports a series of fatigue and fracture tests of welded plate joints under three-point bending. To unify the assessment protocol for high- and low-cycle fatigue of welded plate joints, this study develops a numerical damage assessment framework for both high- and low-cycle fatigue. The calibrated damage material parameters are validated through the smooth coupon specimens. The proposed damage-based fatigue assessment approach describes, with reasonable accuracy, the total fatigue life of welded plate joints under high- and low-cycle fatigue actions. Subsequently, the study performs a tearing assessment on the ductile crack extension of the fatigue-induced crack. The tearing assessment diagram derives from the load-deformation curve of a single-edge notched bend, SE(B) specimen and successfully predicts the load-crack extension relation for the reported welded plate joints during the stable tearing process.

대기 중 온실가스 농도 관측 장비 성능 비교 검증 (Assessment of Atmospheric Greenhouse Gas Concentration Equipment Performance)

  • 박채린;정수종;정승현;이정일;김인선;임철수
    • 대기
    • /
    • 제33권5호
    • /
    • pp.549-560
    • /
    • 2023
  • This study evaluates three distinct observation methods, CRDS, OA-ICOS, and OF-CEAS, in greenhouse gas monitoring equipment for atmospheric CO2 and CH4 concentrations. The assessment encompasses fundamental performance, high-concentration measurement accuracy, calibration methods, and the impact of atmospheric humidity on measurement accuracy. Results indicate that within a range of approximately 500 ppm, all three devices demonstrate high accuracy and linearity. However, beyond 1000 ppm, CO2 accuracy sharply declines (84%), emphasizing the need for caution when interpreting high-concentration CO2 data. An analysis of calibration methods reveals that both CO2 and CH4 measurements achieve high accuracy and linearity through 1-point calibration, suggesting that multi-point calibration is not imperative for precision. In dynamic atmospheric conditions with significant CO2 and CH4 concentration variations, a 1-point calibration suffices for reliable data (99% accuracy). The evaluation of humidity impact demonstrates that humidity removal devices significantly reduce air moisture levels, yet this has a negligible effect on dry CO2 concentrations (less than 0.5% relative error). All three observation method instruments, which have integrated humidity correction to calculate dry CO2 concentrations, exhibit minor sensitivity to humidity removal devices, implying that additional removal devices may not be essential. Consequently, this study offers valuable insights for comparing data from different measurement devices and provides crucial information to consider in the operation of monitoring sites.

서리발생 예측 정확도 향상을 위한 방법 연구 (Study on Improvement of Frost Occurrence Prediction Accuracy)

  • 김용석;최원준;심교문;허지나;강민구;조세라
    • 한국농림기상학회지
    • /
    • 제23권4호
    • /
    • pp.295-305
    • /
    • 2021
  • 본 연구에서는 서리발생과 관련된 기상요인을 선정하여 랜덤포레스트(RF)를 이용한 서리발생 유무 분류모형을 구축하였고, 이와 더불어 기상인자의 중요도와 데이터 세트를 구성하는 방법들을 비교하는 실험을 수행하였다. 그 결과, 서리발생에 대한 분류 모형을 구축할 경우에 데이터 세트의 양이 많더라도 모형 구축을 위해 학습하기 위한 데이터 세트에서 특정 값이 월등히 많은 불균형은 모형의 예측력에 좋지 못한 영향을 미치는 것으로 분석되었다. 또한, 이번 연구에서 수집된 25지역의 서리발생과 관련된 기상요인에 대해 지역별로 그룹화하여 중요도가 높은 기상요인을 반영한 모형 구축하는 것보다 하나의 통합된 모형을 구축하는 것이 더 효율적인 것으로 나타났다. 이번 연구를 통해 분석된 결과와 서리예측을 위한 기상요인에 대한 추가분석 연구를 수행한다면 정확도 높은 서리발생 예측모형을 구축할 수 있을 것이라 예상한다.

KOMPSAT-2 RPC를 이용한 3차원 위치결정 정확도 분석 (3D Geopositioning Accuracy Assessment Using KOMPSAT-2 RPC)

  • 오관영;정형섭;이원진;이동택
    • 한국측량학회지
    • /
    • 제29권1호
    • /
    • pp.1-9
    • /
    • 2011
  • 본 논문의 목적은 KOMPSAT-2 영상과 함께 제공되는 RPC를 이용하여 계산된 3차원 지형정보의 정확도를 향상시키는 것이다. 본 논문에서는 보정된 RFM 알고리즘을 제안하였고, 이러한 알고리즘을 이용하여 정확도를 향상시킬 수 있었다. 또한, 지상기준점의 수에 따른 정확도의 변화도 실험하였다. 실험에는 9개의 GCP와 24개의 CP가 사용되었다. 24개의 CP를 이용하여 실험한 결과, 수평방향의 RMSE는 2.20(m)를 나타냈으며, X방향 1.72(m), Y방향 1.37(m), Z방향 2.20(m)의 RMSE를 나타냈다.

Accuracy of Digital Breast Tomosynthesis for Detecting Breast Cancer in the Diagnostic Setting: A Systematic Review and Meta-Analysis

  • Min Jung Ko;Dong A Park;Sung Hyun Kim;Eun Sook Ko;Kyung Hwan Shin;Woosung Lim;Beom Seok Kwak;Jung Min Chang
    • Korean Journal of Radiology
    • /
    • 제22권8호
    • /
    • pp.1240-1252
    • /
    • 2021
  • Objective: To compare the accuracy for detecting breast cancer in the diagnostic setting between the use of digital breast tomosynthesis (DBT), defined as DBT alone or combined DBT and digital mammography (DM), and the use of DM alone through a systematic review and meta-analysis. Materials and Methods: Ovid-MEDLINE, Ovid-Embase, Cochrane Library and five Korean local databases were searched for articles published until March 25, 2020. We selected studies that reported diagnostic accuracy in women who were recalled after screening or symptomatic. Study quality was assessed using the Quality Assessment of Diagnostic Accuracy Studies-2 tool. A bivariate random effects model was used to estimate pooled sensitivity and specificity. We compared the diagnostic accuracy between DBT and DM alone using meta-regression and subgroup analyses by modality of intervention, country, existence of calcifications, breast density, Breast Imaging Reporting and Data System category threshold, study design, protocol for participant sampling, sample size, reason for diagnostic examination, and number of readers who interpreted the studies. Results: Twenty studies (n = 44513) that compared DBT and DM alone were included. The pooled sensitivity and specificity were 0.90 (95% confidence interval [CI] 0.86-0.93) and 0.90 (95% CI 0.84-0.94), respectively, for DBT, which were higher than 0.76 (95% CI 0.68-0.83) and 0.83 (95% CI 0.73-0.89), respectively, for DM alone (p < 0.001). The area under the summary receiver operating characteristics curve was 0.95 (95% CI 0.93-0.97) for DBT and 0.86 (95% CI 0.82-0.88) for DM alone. The higher sensitivity and specificity of DBT than DM alone were consistently noted in most subgroup and meta-regression analyses. Conclusion: Use of DBT was more accurate than DM alone for the diagnosis of breast cancer. Women with clinical symptoms or abnormal screening findings could be more effectively evaluated for breast cancer using DBT, which has a superior diagnostic performance compared to DM alone.

GIS와 원격탐사자료를 이용한 산림전용지 추출 및 정확도 평가 (Extraction and Accuracy Assessment of Deforestation Area using GIS and Remotely Sensed Data)

  • 이기행;이정수
    • 한국산림과학회지
    • /
    • 제101권3호
    • /
    • pp.365-373
    • /
    • 2012
  • 본 연구는 원주시를 대상으로 중해상도 위성영상을 이용하여 산림전용지의 추출 및 정확도 분석을 목적으로 수행하였다. 2000년부터 2008년까지 산림에서 비산림으로 전용된 면적은 467 ha로 연평균 약 52 ha가 전용되었으며, 전용형태는 주거지로의 전용이 약 72% 차지하였으며, 전체발생면적의 약 97%가 2 ha 미만이였다. 또한, 산림전용지는 도로로부터 500 m이내와 산림 비산림 경계로부터 100 m이내 지역에서 약 79%가 발생하였다. 한편, 행정정보상의 산림전용지(GIS전용지)와 위성영상에 의하여 구축된 지수별(NDVI,NBR,NDWI) 산림전용지(RS전용지)와 비교한 결과, 추출정확도는 $3{\times}3$ 필터링을 적용한 NDVI의 평균$({\mu})$-표준편차$({\sigma}){\times}1.5$ 구간에서 일치율 35.47%, K-지수 0.20로 가장 안정적인 정확도를 나타냈다. 정확도 오차의 원인으로는 산림전용지의 토지이용변화와 토지피복변화의 불일치로서, 행정정보상의 산림전용지의 실제 토지피복변화율은 약 32%에 지나지 않았다. 또한, RS전용지에 의하여 산림경영활동지역의 약 7.52%가 산림전용지로 오류 추출되었다. 토지이용 및 토지피복상 변화된 산림전용지(GIS전용지2)를 대상으로 지수별 RS전용지와 정확도를 비교한 결과, $3{\times}3$ 필터링을 적용한 NDVI의 ${\mu}-{\sigma}{\times}2$ 구간에서 일치율 61.23%, K-지수 0.23으로 향상되었다.